A chaotic strategy-based quadratic opposition-based learning adaptive variable-speed whale optimization algorithm

M Li, G Xu, Q Lai, J Chen - Mathematics and Computers in Simulation, 2022 - Elsevier
In this paper, a chaotic strategy-based quadratic opposition-based learning adaptive
variable-speed whale optimization algorithm is proposed. The improved algorithm is used to …

An enhanced whale optimization algorithm with improved dynamic opposite learning and adaptive inertia weight strategy

D Cao, Y Xu, Z Yang, H Dong, X Li - Complex & Intelligent Systems, 2023 - Springer
Abstract Whale Optimization Algorithm (WOA), as a newly proposed swarm-based algorithm,
has gradually become a popular approach for optimization problems in various engineering …

A novel improved whale optimization algorithm for optimization problems with multi-strategy and hybrid algorithm

H Deng, L Liu, J Fang, B Qu, Q Huang - Mathematics and Computers in …, 2023 - Elsevier
Whale optimization algorithm (WOA), as an advanced optimization algorithm with simple
structure, has been favored by various fields. However, there are some disadvantages of …

Multistrategy improved whale optimization algorithm and its application

L Liu, R Zhang - Computational Intelligence and Neuroscience, 2022 - Wiley Online Library
To address the shortcomings of the whale optimization algorithm (WOA) in terms of
insufficient global search ability and slow convergence speed, a differential evolution …

Improved whale optimization algorithm for solving constrained optimization problems

GY Ning, DQ Cao - Discrete Dynamics in Nature and Society, 2021 - Wiley Online Library
In view of the shortcomings of the whale optimization algorithm (WOA), such as slow
convergence speed, low accuracy, and easy to fall into local optimum, an improved whale …

A multi-strategy whale optimization algorithm and its application

W Yang, K Xia, S Fan, L Wang, T Li, J Zhang… - … Applications of Artificial …, 2022 - Elsevier
Abstract Whale Optimization Algorithm (WOA) is a key tool for solving complex engineering
optimization problems, aiming at adjusting important parameters to satisfy constraints and …

A new improved whale optimization algorithm with joint search mechanisms for high-dimensional global optimization problems

Q Fan, Z Chen, Z Li, Z Xia, J Yu, D Wang - Engineering with Computers, 2021 - Springer
Similar to other swarm-based algorithms, the recently developed whale optimization
algorithm (WOA) has the problems of low accuracy and slow convergence. It is also easy to …

An improved whale optimization algorithm based on nonlinear parameters and feedback mechanism

G Sun, Y Shang, K Yuan, H Gao - International Journal of Computational …, 2022 - Springer
Whale optimization algorithm, as a relatively novel swarm-based intelligence optimization
algorithm, has been extensively utilized in numerous scientific and engineering fields. The …

A hyper-heuristic for improving the initial population of whale optimization algorithm

M Abd Elaziz, S Mirjalili - Knowledge-Based Systems, 2019 - Elsevier
This paper improves the performance of the recently-proposed Whale Optimization
Algorithm (WOA). WOA is a meta-heuristic that simulates the foraging behavior of humpback …

An improved whale optimization algorithm with random evolution and special reinforcement dual-operation strategy collaboration

Q Jin, Z Xu, W Cai - Symmetry, 2021 - mdpi.com
In view of the slow convergence speed, difficulty of escaping from the local optimum, and
difficulty maintaining the stability associated with the basic whale optimization algorithm …